DocumentCode :
377366
Title :
Speech enhancement based on truncated and constrained minimum variance estimator (TCMVE) and undecimated wavelet packet non-uniform filterbanks
Author :
Koh, Min-Sung ; Mortz, Margaret
Author_Institution :
Sch. of Electr. Eng. & Comput. Sci., Washington State Univ., Spokane, WA, USA
Volume :
1
fYear :
2001
fDate :
4-7 Nov. 2001
Firstpage :
538
Abstract :
This paper presents a new method for speech enhancement using a truncated and constrained minimum variance estimator (TCMVE). The constraint allows for a tradeoff between residual noise and speech distortion. Mathematical analysis shows that Ephraim´s spectral domain constrained estimator (SDCE) and de Moor´s minimum variance estimator (MVE) can be treated as special cases of TCMVE. Furthermore, SDCE and MVE become equivalent for a particular choice of constraint. TCMVE was applied in multiple bandpass frequency regions using a new undecimated wavelet packet (UDWP) design to approximate a cochlear filterbank. The new algorithm was tested on noisy speech, which was then sent to an automatic speech recognizer (ASR). Both segmental SNR and recognition scores were improved over wavelet denoising for white, pink, and multi-speaker babble noise for many SNR.
Keywords :
channel bank filters; parameter estimation; spectral analysis; speech enhancement; speech recognition; wavelet transforms; ASR; MVE; SDCE; TCMVE; UDWP design; automatic speech recognizer; cochlear filterbank; multi-speaker babble noise; multiple bandpass frequency regions; nonuniform filter banks; pink noise; recognition scores; residual noise; segmental SNR; spectral domain constrained estimator; speech distortion; speech enhancement; truncated and constrained minimum variance estimator; undecimated wavelet packet; white noise; 1f noise; Automatic speech recognition; Automatic testing; Filter bank; Frequency; Mathematical analysis; Noise reduction; Signal to noise ratio; Speech enhancement; Wavelet packets;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems and Computers, 2001. Conference Record of the Thirty-Fifth Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
ISSN :
1058-6393
Print_ISBN :
0-7803-7147-X
Type :
conf
DOI :
10.1109/ACSSC.2001.986982
Filename :
986982
Link To Document :
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